Network


Latest external collaboration on country level. Dive into details by clicking on the dots.

Hotspot


Dive into the research topics where Fotios Loupakis is active.

Publication


Featured researches published by Fotios Loupakis.


Nature Reviews Clinical Oncology | 2013

Liquid biopsy: monitoring cancer-genetics in the blood

Emily Crowley; Federica Di Nicolantonio; Fotios Loupakis; Alberto Bardelli

Cancer is associated with mutated genes, and analysis of tumour-linked genetic alterations is increasingly used for diagnostic, prognostic and treatment purposes. The genetic profile of solid tumours is currently obtained from surgical or biopsy specimens; however, the latter procedure cannot always be performed routinely owing to its invasive nature. Information acquired from a single biopsy provides a spatially and temporally limited snap-shot of a tumour and might fail to reflect its heterogeneity. Tumour cells release circulating free DNA (cfDNA) into the blood, but the majority of circulating DNA is often not of cancerous origin, and detection of cancer-associated alleles in the blood has long been impossible to achieve. Technological advances have overcome these restrictions, making it possible to identify both genetic and epigenetic aberrations. A liquid biopsy, or blood sample, can provide the genetic landscape of all cancerous lesions (primary and metastases) as well as offering the opportunity to systematically track genomic evolution. This Review will explore how tumour-associated mutations detectable in the blood can be used in the clinic after diagnosis, including the assessment of prognosis, early detection of disease recurrence, and as surrogates for traditional biopsies with the purpose of predicting response to treatments and the development of acquired resistance.


British Journal of Cancer | 2009

KRAS codon 61, 146 and BRAF mutations predict resistance to cetuximab plus irinotecan in KRAS codon 12 and 13 wild-type metastatic colorectal cancer

Fotios Loupakis; Annamaria Ruzzo; Chiara Cremolini; B. Vincenzi; Lisa Salvatore; Donatella Santini; Gianluca Masi; I Stasi; Emanuele Canestrari; Eliana Rulli; Irene Floriani; K Bencardino; N. Galluccio; Vincenzo Catalano; Giuseppe Tonini; Mauro Magnani; Gabriella Fontanini; Fulvio Basolo; Alfredo Falcone; Francesco Graziano

Background:KRAS codons 12 and 13 mutations predict resistance to anti-EGFR monoclonal antibodies (moAbs) in metastatic colorectal cancer. Also, BRAF V600E mutation has been associated with resistance. Additional KRAS mutations are described in CRC.Methods:We investigated the role of KRAS codons 61 and 146 and BRAF V600E mutations in predicting resistance to cetuximab plus irinotecan in a cohort of KRAS codons 12 and 13 wild-type patients.Results:Among 87 KRAS codons 12 and 13 wild-type patients, KRAS codons 61 and 146 were mutated in 7 and 1 case, respectively. None of mutated patients responded vs 22 of 68 wild type (P=0.096). Eleven patients were not evaluable. KRAS mutations were associated with shorter progression-free survival (PFS, HR: 0.46, P=0.028). None of 13 BRAF-mutated patients responded vs 24 of 74 BRAF wild type (P=0.016). BRAF mutation was associated with a trend towards shorter PFS (HR: 0.59, P=0.073). In the subgroup of BRAF wild-type patients, KRAS codons 61/146 mutations determined a lower response rate (0 vs 37%, P=0.047) and worse PFS (HR: 0.45, P=0.023). Patients bearing KRAS or BRAF mutations had poorer response rate (0 vs 37%, P=0.0005) and PFS (HR: 0.51, P=0.006) compared with KRAS and BRAF wild-type patients.Conclusion:Assessing KRAS codons 61/146 and BRAF V600E mutations might help optimising the selection of the candidate patients to receive anti-EGFR moAbs.


Journal of Clinical Oncology | 2009

PTEN Expression and KRAS Mutations on Primary Tumors and Metastases in the Prediction of Benefit From Cetuximab Plus Irinotecan for Patients With Metastatic Colorectal Cancer

Fotios Loupakis; Luca Pollina; I. Stasi; Annamaria Ruzzo; Mario Scartozzi; Daniele Santini; Gianluca Masi; Francesco Graziano; Chiara Cremolini; Eliana Rulli; Emanuele Canestrari; Niccola Funel; Gaia Schiavon; Iacopo Petrini; Mauro Magnani; Giuseppe Tonini; Daniela Campani; Irene Floriani; Stefano Cascinu; Alfredo Falcone

PURPOSE PTEN, AKT, and KRAS are epidermal growth factor receptor (EGFR) downstream regulators. KRAS mutations confer resistance to cetuximab. This retrospective study investigated the role of PTEN loss, AKT phosphorylation, and KRAS mutations on the activity of cetuximab plus irinotecan in patients with metastatic colorectal cancer (mCRC). PATIENTS AND METHODS A cohort of patients with irinotecan-refractory mCRC who were treated with cetuximab plus irinotecan was tested for PTEN immunoreactivity (ie, immunohistochemistry; IHC), pAKT IHC, and KRAS mutations. Analyses were performed both on primary tumors and on related metastases, and the association among IHC, mutational results, and treatment outcomes was investigated. RESULTS One-hundred two patients were eligible. Ninety-six primary tumors, 59 metastases, and 53 paired samples were available. Forty-nine primary tumors (58% of assessable samples) had a preserved PTEN expression (PTEN-positive), whereas 35 (40% of assessable samples) were pAKT-positive. Levels of concordance between primary tumors and metastases were 60%, 68%, and 95% for PTEN, pAKT, and KRAS, respectively. PTEN status on primary tumors and pAKT status both on primary tumors and on metastases did not predict response or progression-free survival (PFS). On metastases, 12 (36%) of 33 patients with PTEN-positive tumors were responders compared with one (5%) of 22 who had PTEN-negative tumors (P = .007). The median PFS of patients with PTEN-positive metastases was 4.7 months compared with 3.3 months for those with PTEN-negative metastases (hazard ratio [HR], 0.49; P = .005). Patients with PTEN-positive metastases and KRAS wild type had longer PFS compared with other patients (5.5 months v 3.8 months; HR, 0.42; P = .001). CONCLUSION PTEN loss in metastases may be predictive of resistance to cetuximab plus irinotecan. The combination of PTEN IHC and KRAS mutational analyses could help to identify a subgroup of patients with mCRC who have higher chances of benefiting from EGFR inhibition.


The New England Journal of Medicine | 2014

Initial Therapy with FOLFOXIRI and Bevacizumab for Metastatic Colorectal Cancer

Fotios Loupakis; Chiara Cremolini; Gianluca Masi; Sara Lonardi; Vittorina Zagonel; Lisa Salvatore; Enrico Cortesi; Gianluca Tomasello; Monica Ronzoni; Rosella Spadi; Alberto Zaniboni; Giuseppe Tonini; Angela Buonadonna; Domenico Amoroso; Silvana Chiara; Chiara Carlomagno; Corrado Boni; Giacomo Allegrini; Luca Boni; Alfredo Falcone

BACKGROUND A fluoropyrimidine plus irinotecan or oxaliplatin, combined with bevacizumab (a monoclonal antibody against vascular endothelial growth factor), is standard first-line treatment for metastatic colorectal cancer. Before the introduction of bevacizumab, chemotherapy with fluorouracil, leucovorin, oxaliplatin, and irinotecan (FOLFOXIRI) showed superior efficacy as compared with fluorouracil, leucovorin, and irinotecan (FOLFIRI). In a phase 2 study, FOLFOXIRI plus bevacizumab showed promising activity and an acceptable rate of adverse effects. METHODS We randomly assigned 508 patients with untreated metastatic colorectal cancer to receive either FOLFIRI plus bevacizumab (control group) or FOLFOXIRI plus bevacizumab (experimental group). Up to 12 cycles of treatment were administered, followed by fluorouracil plus bevacizumab until disease progression. The primary end point was progression-free survival. RESULTS The median progression-free survival was 12.1 months in the experimental group, as compared with 9.7 months in the control group (hazard ratio for progression, 0.75; 95% confidence interval [CI], 0.62 to 0.90; P=0.003). The objective response rate was 65% in the experimental group and 53% in the control group (P=0.006). Overall survival was longer, but not significantly so, in the experimental group (31.0 vs. 25.8 months; hazard ratio for death, 0.79; 95% CI, 0.63 to 1.00; P=0.054). The incidences of grade 3 or 4 neurotoxicity, stomatitis, diarrhea, and neutropenia were significantly higher in the experimental group. CONCLUSIONS FOLFOXIRI plus bevacizumab, as compared with FOLFIRI plus bevacizumab, improved the outcome in patients with metastatic colorectal cancer and increased the incidence of some adverse events. (Funded by the Gruppo Oncologico Nord Ovest and others; ClinicalTrials.gov number, NCT00719797.).


Nature Medicine | 2015

Clonal evolution and resistance to EGFR blockade in the blood of colorectal cancer patients

Giulia Siravegna; Benedetta Mussolin; Michela Buscarino; Giorgio Corti; Andrea Cassingena; Giovanni Crisafulli; Agostino Ponzetti; Chiara Cremolini; Alessio Amatu; Calogero Lauricella; Simona Lamba; Sebastijan Hobor; Antonio Avallone; Emanuele Valtorta; Giuseppe Rospo; Enzo Medico; Valentina Motta; Carlotta Antoniotti; Fabiana Tatangelo; Beatriz Bellosillo; Silvio Veronese; Alfredo Budillon; Clara Montagut; Patrizia Racca; Silvia Marsoni; Alfredo Falcone; Ryan B. Corcoran; Federica Di Nicolantonio; Fotios Loupakis; Salvatore Siena

Colorectal cancers (CRCs) evolve by a reiterative process of genetic diversification and clonal evolution. The molecular profile of CRC is routinely assessed in surgical or bioptic samples. Genotyping of CRC tissue has inherent limitations; a tissue sample represents a single snapshot in time, and it is subjected to spatial selection bias owing to tumor heterogeneity. Repeated tissue samples are difficult to obtain and cannot be used for dynamic monitoring of disease progression and response to therapy. We exploited circulating tumor DNA (ctDNA) to genotype colorectal tumors and track clonal evolution during treatment with the epidermal growth factor receptor (EGFR)-specific antibodies cetuximab or panitumumab. We identified alterations in ctDNA of patients with primary or acquired resistance to EGFR blockade in the following genes: KRAS, NRAS, MET, ERBB2, FLT3, EGFR and MAP2K1. Mutated KRAS clones, which emerge in blood during EGFR blockade, decline upon withdrawal of EGFR-specific antibodies, indicating that clonal evolution continues beyond clinical progression. Pharmacogenomic analysis of CRC cells that had acquired resistance to cetuximab reveals that upon antibody withdrawal KRAS clones decay, whereas the population regains drug sensitivity. ctDNA profiles of individuals who benefit from multiple challenges with anti-EGFR antibodies exhibit pulsatile levels of mutant KRAS. These results indicate that the CRC genome adapts dynamically to intermittent drug schedules and provide a molecular explanation for the efficacy of rechallenge therapies based on EGFR blockade.


Journal of Clinical Oncology | 2007

Pharmacogenetic Profiling in Patients With Advanced Colorectal Cancer Treated With First-Line FOLFOX-4 Chemotherapy

Annamaria Ruzzo; Francesco Graziano; Fotios Loupakis; Eliana Rulli; Emanuele Canestrari; Daniele Santini; Vincenzo Catalano; Rita Ficarelli; Paolo Enrico Maltese; Renato Bisonni; Gianluca Masi; Gaia Schiavon; Paolo Giordani; Lucio Giustini; Alfredo Falcone; Giuseppe Tonini; R. R. Silva; Rodolfo Mattioli; Irene Floriani; Mauro Magnani

PURPOSE The objective is to investigate whether polymorphisms with putative influence on fluorouracil/oxaliplatin activity are associated with clinical outcomes of patients with advanced colorectal cancer treated with first-line oxaliplatin, folinic acid, and fluorouracil palliative chemotherapy. MATERIALS AND METHODS Consecutive patients were prospectively enrolled onto medical oncology units in Central Italy. Patients were required to have cytologically/histologically confirmed metastatic disease with at least one measurable lesion. Peripheral blood samples were used for genotyping 12 polymorphisms in thymidylate synthase, methylenetetrahydrofolate reductase, xeroderma pigmentosum group D (XPD), excision repair cross complementing group 1 (ERCC1), x-ray cross complementing group 1, x-ray cross complementing protein 3, glutathione S-transferases (GSTs) genes. The primary end point of the study was to investigate the association between genotypes and progression-free survival (PFS). RESULTS In 166 patients, ERCC1-118 T/T, XPD-751 A/C, and XPD-751 C/C genotypes were independently associated with adverse PFS. The presence of two risk genotypes (ERCC1-118 T/T combined with either XPD-751 A/C or XPD-751 C/C) occurred in 50 patients (31%). This profiling showed an independent role for unfavorable PFS with a hazard ratio of 2.84% and 95% CI of 1.47 to 5.45 (P = .002). Neurotoxicity was significantly associated with GSTP1-105 A/G. Carriers of the GSTP1-105 G/G genotype were more prone to suffer from grade 3 neurotoxicity than carriers of GSTP1-105 A/G and GSTP1-105 A/A genotypes. CONCLUSION A pharmacogenetic approach may be an innovative strategy for optimizing palliative chemotherapy in patients with advanced colorectal cancer. These findings deserve confirmation in additional prospective studies.


Oncologist | 2008

High concordance of KRAS status between primary colorectal tumors and related metastatic sites: implications for clinical practice.

Daniele Santini; Fotios Loupakis; Bruno Vincenzi; Irene Floriani; I. Stasi; Emanuele Canestrari; Eliana Rulli; Paolo Enrico Maltese; Francesca Andreoni; Gianluca Masi; Francesco Graziano; G. Baldi; Lisa Salvatore; Antonio Russo; Giuseppe Perrone; Maria Rosa Tommasino; Mauro Magnani; Alfredo Falcone; Giuseppe Tonini; Annamaria Ruzzo

PURPOSE Several studies have suggested that KRAS somatic mutations may predict resistance to cetuximab- and panitumumab-based treatments in metastatic colorectal cancer (CRC) patients. Nevertheless, most experiences were conducted on samples from primaries. The aim of this study was to evaluate the grade of concordance in terms of KRAS status between primaries and related metastases. PATIENTS AND METHODS We analyzed KRAS codon 12 and 13 mutations from formalin-fixed sections of 107 CRC primaries and related metastases. Eight pairs were excluded from the analysis because of the low amount of tumor tissue in the available samples. The main characteristics were: 50 men, 49 women; median age at diagnosis, 71 years (range, 41-84). The metastatic sites analyzed were the liver in 80 patients (80.8%), lung in seven patients (7.1%), and other sites in 12 patients (12.1%). RESULTS A KRAS mutation was found in 38 (38.4%) primary tumors and in 36 (36.4%) related metastases. The rate of concordance was 96.0% (95% confidence interval, 90.0%-98.9%). Discordance was observed in only four (4%) patients. CONCLUSIONS Our results indicate that the detection of KRAS mutations in either primary or metastatic tumors from patients with CRC is concordant and this assessment could be used to predict response to targeted therapies such as cetuximab and panitumumab.


Lancet Oncology | 2015

FOLFOXIRI plus bevacizumab versus FOLFIRI plus bevacizumab as first-line treatment of patients with metastatic colorectal cancer: updated overall survival and molecular subgroup analyses of the open-label, phase 3 TRIBE study

Chiara Cremolini; Fotios Loupakis; Carlotta Antoniotti; Cristiana Lupi; Elisa Sensi; Sara Lonardi; Silvia Mezi; Gianluca Tomasello; Monica Ronzoni; Alberto Zaniboni; Giuseppe Tonini; Chiara Carlomagno; Giacomo Allegrini; Silvana Chiara; Mauro D'Amico; Cristina Granetto; Marina Cazzaniga; Luca Boni; Gabriella Fontanini; Alfredo Falcone

BACKGROUND In the TRIBE study, FOLFOXIRI (fluorouracil, leucovorin, oxaliplatin, and irinotecan) plus bevacizumab significantly improved progression-free survival of patients with metastatic colorectal cancer compared with FOLFIRI (fluorouracil, leucovorin, and irinotecan) plus bevacizumab. In this updated analysis, we aimed to provide mature results for overall survival-a secondary endpoint-and report treatment efficacy in RAS and BRAF molecular subgroups. METHODS TRIBE was an open-label, multicentre, phase 3 randomised study of patients (aged 18-70 years with Eastern Cooperative Oncology Group [ECOG] performance status of 2 or less and aged 71-75 years with an ECOG performance status of 0) with unresectable metastatic colorectal cancer who were recruited from 34 Italian oncology units. Patients were randomly assigned (1:1) via a web-based procedure to receive FOLFIRI plus bevacizumab or FOLFOXIRI plus bevacizumab. Bevacizumab was given as a 5 mg/kg intravenous dose. FOLFIRI consisted of a 180 mg/m(2) intravenous infusion of irinotecan for 60 min followed by a 200 mg/m(2) intravenous infusion of leucovorin for 120 min, a 400 mg/m(2) intravenous bolus of fluorouracil, and a 2400 mg/m(2) continuous infusion of fluorouracil for 46 h. FOLFOXIRI consisted of a 165 mg/m(2) intravenous infusion of irinotecan for 60 min, followed by an 85 mg/m(2) intravenous infusion of oxaliplatin given concurrently with 200 mg/m(2) leucovorin for 120 min, followed by a 3200 mg/m(2) continuous infusion of fluorouracil for 48 h. Tissue samples for RAS and BRAF mutational status analyses were centrally collected. In this updated analysis, we assessed the secondary endpoint of overall survival in the main cohort and treatment efficacy in RAS and BRAF molecular subgroups. All analyses were by intention to treat. TRIBE was concluded on Nov 30, 2014. The trial is registered with ClinicalTrials.gov, number NCT00719797. FINDINGS Between July 17, 2008, and May 31, 2011, 508 patients were randomly assigned. At a median follow-up of 48·1 months (IQR 41·7-55·6), median overall survival was 29·8 months (95% CI 26·0-34·3) in the FOLFOXIRI plus bevacizumab group compared with 25·8 months (22·5-29·1) in the FOLFIRI plus bevacizumab group (hazard ratio [HR] 0·80, 95% CI 0·65-0·98; p=0·03). Median overall survival was 37·1 months (95% CI 29·7-42·7) in the RAS and BRAF wild-type subgroup compared with 25·6 months (22·4-28·6) in the RAS-mutation-positive subgroup (HR 1·49, 95% CI 1·11-1·99) and 13·4 months (8·2-24·1) in the BRAF-mutation-positive subgroup (HR 2·79, 95% CI 1·75-4·46; likelihood-ratio test p<0·0001). Treatment effect was not significantly different across molecular subgroups (pinteraction=0·52). INTERPRETATION FOLFOXIRI plus bevacizumab is a feasible treatment option for those patients who meet the inclusion criteria of the present study, irrespective of baseline clinical characteristics and RAS or BRAF mutational status.


Lancet Oncology | 2010

Bevacizumab with FOLFOXIRI (irinotecan, oxaliplatin, fluorouracil, and folinate) as first-line treatment for metastatic colorectal cancer: a phase 2 trial

Gianluca Masi; Fotios Loupakis; Lisa Salvatore; Lorenzo Fornaro; Chiara Cremolini; S. Cupini; A. Ciarlo; Francesca Del Monte; Enrico Cortesi; Domenico Amoroso; Cristina Granetto; Gabriella Fontanini; Elisa Sensi; Cristiana Lupi; M. Andreuccetti; Alfredo Falcone

BACKGROUND The FOLFOXIRI (irinotecan, oxaliplatin, fluorouracil, and folinate) regimen has been shown to be better than FOLFIRI (fluorouracil, folinate, and irinotecan) in a phase 3 trial in patients with metastatic colorectal cancer. Results of various studies have shown that the addition of bevacizumab to chemotherapy increases treatment efficacy. We therefore assessed the safety and activity of the combination of FOLFOXIRI plus bevacizumab in patients with colorectal cancer. METHODS In a phase 2 study, patients (aged 18-75 years) with colorectal cancer, which was judged to be unresectable for metastatic disease, were given the combination of intravenous bevacizumab (5 mg/kg on day 1) and intravenous FOLFOXIRI (irinotecan 165 mg/m(2) on day 1, oxaliplatin 85 mg/m(2) on day 1, folinate 200 mg/m(2) on day 1, and fluorouracil 3200 mg/m(2) for 48 h continuous infusion starting on day 1 and repeated every 2 weeks) as first-line treatment in seven centres in Italy. Induction treatment (FOLFOXIRI and bevacizumab) was administered for a maximum of 6 months, followed by maintenance treatment with bevacizumab (5 mg/kg intravenously on day 1, repeated every 2 weeks). The primary endpoint was progression-free survival (PFS) at 10 months from study entry in the intention-to-treat population. This study has been completed and is registered with ClinicalTrials.gov, number NCT01163396. FINDINGS From July 2, 2007, to April 1, 2008, 57 patients were enrolled; all patients were assessed for safety and efficacy. Median follow-up time was 28.8 months (95% CI 24.9-32.5). PFS at 10 months was 74% (95% CI 62-85). Main grade 3 or 4 adverse events during induction treatment were neutropenia (n=28 [49%], including one case of febrile neutropenia), diarrhoea (n=8 [14%]), stomatitis (n=2 [4%]), neurotoxicity (n=1 [2%]), deep-vein thrombosis (n=4 [7%]), and hypertension (n=6 [11%]). No treatment-related deaths occurred. Six serious adverse events occurred during the induction treatment: febrile neutropenia (n=1 [2%]), grade 3 diarrhoea with dehydration (n=2 [4%]), grade 4 stomatitis (n=1 [2%]), grade 4 hypertension (n=1 [2%]), and fluorouracil-related cardiac ischaemia (n=1 [2%]). The most common grade 3 or 4 adverse events noted in the 37 patients who received maintenance treatment were hypertension (n=5 [14%]) and neurotoxicity (n=3 [8%]). One case of acute myocardial infarction due to coronary thrombosis was noted during the maintenance treatment. INTERPRETATION Bevacizumab can be safely used with FOLFOXIRI without causing unforeseen adverse events. Treatment achieved promising results in terms of PFS. A phase 3 study for the comparison of FOLFOXIRI plus bevacizumab with FOLFIRI plus bevacizumab is in progress. FUNDING Gruppo Oncologico Nord Ovest, ARCO Foundation, and Roche.


Annals of Surgery | 2009

Long-term outcome of initially unresectable metastatic colorectal cancer patients treated with 5-fluorouracil/leucovorin, oxaliplatin, and irinotecan (FOLFOXIRI) followed by radical surgery of metastases.

Gianluca Masi; Fotios Loupakis; Luca Pollina; Enrico Vasile; S. Cupini; Sergio Ricci; Isa Brunetti; Roberta Ferraldeschi; Giuseppe Naso; Franco Filipponi; Andrea Pietrabissa; Orlando Goletti; G. Baldi; Lorenzo Fornaro; M. Andreuccetti; Alfredo Falcone

Objective/Background:The GONO-FOLFOXIRI regimen improved the rate of R0 secondary resection of metastases in initially unresectable metastatic colorectal cancer. The objective of this study was to evaluate the long-term outcome of resected patients and the impact of FOLFOXIRI on perioperative morbidities, mortality, and chemotherapy induced hepatotoxicity. Patients and Methods:Overall, 196 patients with initially unresectable metastatic colorectal cancer were treated with FOLFOXIRI in 2 phase II and 1 phase III trial. This regimen was associated with an elevated response rate (70.4%) and 37 patients (19%) could undergo a secondary R0 surgery on metastases. This study was registered with the Australian New Zealand Clinical Trials Registry Database at http://www.anzctr.org.au/Statistics.aspx and has ID number ACTRN12608000615381. Results:Main characteristics of the 37 radically resected patients were: median age 64 years (45–73), Eastern Cooperative Oncology Group Performance Status (ECOG) PS ≥1 in 30%, synchronous metastases in 65%, multiple sites of disease in 22%, and metastases confined to the liver in 68%. Preoperative FOLFOXIRI was administered for a median of 5.5 months. There was no perioperative mortality and all morbidities (27% of patients) resolved without sequelae. After a median follow up of 67 months, 5-year and 8-year survival are 42% and 33% respectively. At 5 years, 29% of patients are free of disease. The analysis of treatment-induced liver injury showed neither G3 vascular toxicity nor G4 steatosis, and steato-hepatitis in only 5% of patients. Conclusions:The GONO-FOLFOXIRI regimen allow an R0 surgery in approximately 1 out of 5 unselected patients with initially unresectable metastatic colorectal cancer, and the long-term survival of resected patients is considerable. Neoadjuvant FOLFOXIRI for 3-6 months is safe and not associated with severe liver injury.

Collaboration


Dive into the Fotios Loupakis's collaboration.

Top Co-Authors

Avatar
Top Co-Authors

Avatar
Top Co-Authors

Avatar
Top Co-Authors

Avatar
Top Co-Authors

Avatar

Marta Schirripa

University of Southern California

View shared research outputs
Top Co-Authors

Avatar
Top Co-Authors

Avatar

Wu Zhang

University of Southern California

View shared research outputs
Top Co-Authors

Avatar

Heinz-Josef Lenz

University of Southern California

View shared research outputs
Top Co-Authors

Avatar
Top Co-Authors

Avatar

Dongyun Yang

University of Southern California

View shared research outputs
Researchain Logo
Decentralizing Knowledge